[Tagdb] Tag Relevance
Nitin Borwankar
nitin at borwankar.com
Wed Feb 7 23:57:22 GMT 2007
anand wrote:
> Hi,
>
> I have been involved in designing an information retrieval system that
> takes tag meta-data into account as well. I figured out two approaches
> to rank items based on the tag information:
>
> 1. Purely based on the number of users that have tagged that item.
> Say item1 has been tagged by 10 users as tag1 and item2 by 20
> users as tag1, then item1 would end-up having a higher ranking.
>
Did you actually mean item2 would have a higher ranking since it had
more taggers.
> 1.
>
>
> 2. Based on the relative ranking of a tag when the collective
> wisdom of the crowd is taken into account. To further the
> explanation consider 2 items. Item1 has tags tag1(by 100 users)
> and tag2(by 10 users). Item2 has tag2(by 10 users). When a user
> searches for tag2, by approach 1 (above) ietm1 and item2 would
> be comparable as both have 10 users tagging it as tag2. But in
> this approach, item2 would be more relevant as for item1
> although 10 users have tagged it as tag2, 100 users have (taking
> collective wisdom into account) tagged it as tag1. Hence tag2
> for item1 is relatively less relevant than tag2 for item2.
>
Interesting!
So here you are calculating something like the following normalized
relevance ?
number of uses of requested tag
---------------------------------------------------------
Sum over all tags ( number of instances of tag )
Nitin
> 1.
>
>
>
> In my opinion, approach 2 seems more reasonable as it takes into
> account how people are collectively describing an object. But some
> people beg to differ as they reason that tags need to be treated
> individually and are independent of the other tags.
>
> Which do you think would yield better results? Your thoughts on the
> same? Any other approach that you might have used?
>
> Thanks,
> Anand.
>
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Nitin Borwankar
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nitin at borwankar.com
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